{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "view-in-github"
   },
   "source": [
    "<a href=\"https://colab.research.google.com/github/jermwatt/machine_learning_refined/blob/main/notes/2_Zero_order_methods/2_3_Global.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "kvvMut72ZIoX"
   },
   "source": [
    "## Chapter 2: Zero order methods"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This notebook contains interactive content from an early draft of the university textbook <a href=\"https://github.com/neonwatty/machine-learning-refined/tree/main\">\n",
    "Machine Learning Refined (2nd edition) </a>.\n",
    "\n",
    "The final draft significantly expands on this content and is available for <a href=\"https://github.com/neonwatty/machine-learning-refined/tree/main/chapter_pdfs\"> download as a PDF here</a>."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "AcRqPKj5ZIoY"
   },
   "source": [
    "# 2.3 Global Optimization Methods"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "369qd1N4ZIoY"
   },
   "source": [
    "In this Section we describe the first approach one might take to approximately minimize an arbitrary function: evaluate the function using a large number of input points and treat the input that provides the lowest function value as the approximate global minimum of the function.  This idea mimics how we as humans might find the approximate minimum of a function 'by eye' - i.e., by drawing it and visually identifying its lowest point.  While easy to implement and perfectly adequate for functions having low-dimensional input, this naturally zero-order framework fails miserably when the input dimension of a function grows to even moderate size.  This happens essentially for the same reason our ability to visually identify an approximate minimum of a function fails once the input size is greater than 2 or 3: the number of inputs to examine simply becomes infeasible."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "NX8F2d9OZIoZ",
    "outputId": "cd8c74dd-579a-4839-ab2e-0cb0d578ef15"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: github-clone in /Users/jeremywatt/Desktop/machine-learning-refined/venv/lib/python3.10/site-packages (1.2.0)\n",
      "Requirement already satisfied: requests>=2.20.0 in /Users/jeremywatt/Desktop/machine-learning-refined/venv/lib/python3.10/site-packages (from github-clone) (2.32.3)\n",
      "Requirement already satisfied: docopt>=0.6.2 in /Users/jeremywatt/Desktop/machine-learning-refined/venv/lib/python3.10/site-packages (from github-clone) (0.6.2)\n",
      "Requirement already satisfied: charset-normalizer<4,>=2 in /Users/jeremywatt/Desktop/machine-learning-refined/venv/lib/python3.10/site-packages (from requests>=2.20.0->github-clone) (3.4.0)\n",
      "Requirement already satisfied: idna<4,>=2.5 in /Users/jeremywatt/Desktop/machine-learning-refined/venv/lib/python3.10/site-packages (from requests>=2.20.0->github-clone) (3.10)\n",
      "Requirement already satisfied: urllib3<3,>=1.21.1 in /Users/jeremywatt/Desktop/machine-learning-refined/venv/lib/python3.10/site-packages (from requests>=2.20.0->github-clone) (2.2.3)\n",
      "Requirement already satisfied: certifi>=2017.4.17 in /Users/jeremywatt/Desktop/machine-learning-refined/venv/lib/python3.10/site-packages (from requests>=2.20.0->github-clone) (2024.12.14)\n",
      "\n",
      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m24.2\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m24.3.1\u001b[0m\n",
      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\n",
      "Cloning into 'chapter_2_library'...\n",
      "done.\n",
      "Cloning into 'chapter_2_images'...\n",
      "done.\n"
     ]
    }
   ],
   "source": [
    "# install github clone - allows for easy cloning of subdirectories\n",
    "!pip install github-clone\n",
    "from pathlib import Path \n",
    "\n",
    "# clone library subdirectory\n",
    "if not Path('chapter_2_library').is_dir():\n",
    "    !ghclone https://github.com/neonwatty/machine-learning-refined-notes-assets/tree/main/notes/2_Zero_order_methods/chapter_2_library\n",
    "else:\n",
    "    print('chapter_2_library already cloned!')\n",
    "\n",
    "# clone images\n",
    "if not Path('chapter_2_images').is_dir():\n",
    "    !ghclone https://github.com/neonwatty/machine-learning-refined-notes-assets/tree/main/notes/2_Zero_order_methods/chapter_2_images\n",
    "else:\n",
    "    print('chapter_2_images already cloned!')\n",
    "\n",
    "# append path for local library, data, and image import\n",
    "import sys\n",
    "sys.path.append('./chapter_2_library')\n",
    "sys.path.append('./chapter_2_images') \n",
    "\n",
    "# import section helper\n",
    "import section_2_3_helpers\n",
    "\n",
    "# image paths\n",
    "image_path_1 = 'chapter_2_images/curse_1.png'\n",
    "\n",
    "image_path_1 = 'https://raw.githubusercontent.com/neonwatty/machine-learning-refined/main/notes/2_Zero_order_methods/chapter_2_images/curse_1.png'\n",
    "\n",
    "image_path_2 = 'chapter_2_images/curse_2.png'\n",
    "\n",
    "# standard imports\n",
    "import matplotlib.pyplot as plt\n",
    "from IPython.display import Image, HTML\n",
    "\n",
    "# import autograd-wrapped numpy\n",
    "import autograd.numpy as np\n",
    "\n",
    "# this is needed to compensate for matplotlib notebook's tendancy to blow up images when plotted inline\n",
    "%matplotlib inline\n",
    "from matplotlib import rcParams\n",
    "rcParams['figure.autolayout'] = True\n",
    "\n",
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "OUmFj7fEZIoa"
   },
   "source": [
    "##   Choosing input points"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "TMeMPEyvZIoa"
   },
   "source": [
    "To determine the smallest point of a function taking in one or two inputs we - as humans - can simply draw the function and determine 'by eye' where the smallest point lies.  We can  mimic this visual approach by simply evaluating a function over a large number of its input points and designating the input that provides the smallest result as our approximate global minimum.  This approach is called a *global optimization method*.  \n",
    "\n",
    "How do we choose the inputs to try out with a generic function?  We clearly cannot try them all - even for a single-input function - since there are (technically speaking) an infinite number of points to try for any continuous function.  So - as one might guess - we can take two approaches to choosing our (finite) set of input points to test: we can sample them *uniformly* over an evenly spaced grid, or pick the same number of input points at random.  We illustrate both choices in the example below."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "werBYWKRZIoa"
   },
   "source": [
    "#### <span style=\"color:#a50e3e;\">Example 1. </span> Evaluating a quadratic to determine its minimum"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "vxzfKTCUZIoa"
   },
   "source": [
    "Here we illustrate two sampling methods for finding the global minimum of simple 2-d and 3-d quadratic functions\n",
    "\n",
    "\\begin{array}\n",
    "\\\n",
    "g(w) = w^2 + 0.2\\\\\n",
    "g(w_1,w_2) = w_1^2 + w_2^2 + 0.2\n",
    "\\end{array}\n",
    "\n",
    "The former has global minimum at $w = 0$, and the latter at $\\mathbf{w} =\\begin{bmatrix} w_1 \\\\ w_2  \\end{bmatrix} =  \\begin{bmatrix} 0 \\\\ 0  \\end{bmatrix}$.  In the top two panels we illustrate how to *evenly sample* the input of each function - taking 4 points for the 2-d function and 16 (to make a $4\\times 4$ grid) for the 3-d version - at even increments (shown in blue).  The corresponding evaluations are then shown in green on the functions themselves.  \n",
    "\n",
    "In the bottom two panels we randomly sample (uniformly at random on the interval $[-1,1]$ in each input axis) the same number of input points - 4 points for the 2-d function and 16 for the 3-d version.  Again the input points themselves are shown in blue, with the corresponding evaluations shown in green. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 500
    },
    "id": "cnOUZKGVZIoa",
    "outputId": "a0377dbd-b407-4835-9f87-6bb6a88a71ea"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/jeremywatt/Desktop/machine-learning-refined/venv/lib/python3.10/site-packages/IPython/core/events.py:82: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.\n",
      "  func(*args, **kwargs)\n",
      "/Users/jeremywatt/Desktop/machine-learning-refined/venv/lib/python3.10/site-packages/IPython/core/pylabtools.py:170: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 800x600 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# define function\n",
    "func = lambda w: np.dot((w-0).T,(w-0)) + 0.2\n",
    "num_samples = 4\n",
    "view = [20,140]\n",
    "\n",
    "# plot 2d and 3d version, with even grid and randomly selected points\n",
    "section_2_3_helpers.double_plot(func,num_samples,view = view)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "qiQt9WI0ZIob"
   },
   "source": [
    "We can see in the 2-d version in the bottom left panel that by randomly sampling we were able to - by chance - achieve a slightly lower point than when sampling the function evenly.  This is often the case, as often by sampling input points randomly we have a better chance of stumbling onto a point closer to a global minimum than when sample uniformly across the space.   \n",
    "\n",
    "But in either case using enough samples we could certainly find an input very close to the true global minimum of either function.  For example if we run this experiment again using 20 samples for the 2-d quadratic, and 400 samples for the 3-d quadratic (so that we are sampling with a $20\\times 20$ grid in the case of even sampling), using either approach we are able to find either the global minimum or a point very close to it."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 409
    },
    "id": "DR8e9Uz7ZIob",
    "outputId": "79d314b0-fe1e-4535-bcf3-bbbee62befde"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/jeremywatt/Desktop/machine-learning-refined/venv/lib/python3.10/site-packages/IPython/core/events.py:82: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.\n",
      "  func(*args, **kwargs)\n",
      "/Users/jeremywatt/Desktop/machine-learning-refined/venv/lib/python3.10/site-packages/IPython/core/pylabtools.py:170: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 800x600 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# define function\n",
    "func = lambda w: np.dot(w.T,w) + 0.2\n",
    "num_samples = 20\n",
    "view = [20,140]\n",
    "\n",
    "# plot 2d and 3d version, with even grid and randomly selected points\n",
    "section_2_3_helpers.double_plot(func,num_samples,view = view)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "yZzOS2NSZIoc"
   },
   "source": [
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "7t1juexqZIoc"
   },
   "source": [
    "Notice with global optimization we really are employing the simple zero-order optimality condition, from a set of $K$ chosen inputs $\\left\\{\\mathbf{w}^k \\right\\}_{k=1}^K$ we are choosing the one input $\\mathbf{w}^{j}$ lowest on the cost function \n",
    "\n",
    "\\begin{equation}\n",
    "g\\left(\\mathbf{w}^{j}\\right) \\leq g\\left(\\mathbf{w}^{k}\\right) \\,\\,\\,\\,\\,\\,\\,\\,\\, k=1,...,K\n",
    "\\end{equation}\n",
    "\n",
    "which is indeed an approximation to the zero-order optimality condition discussed in the previous Section."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "IQrt7bUKZIoc"
   },
   "source": [
    "##  The curse of dimensionality and the failure of global optimization"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "cq7cslloZIoc"
   },
   "source": [
    "While this sort of zero-order evaluation works fine for low-dimensional functions, regardless of how the input points are chosen, it fails quickly as we try to tackle functions of larger dimensional input.  This makes them essentially unusable in modern machine learning / deep learning since the functions we often deal with have input dimensions ranging from the hundreds to the hundreds of millions.  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "nAjCQGoHZIoc"
   },
   "source": [
    "To get a sense of why the global approach quickly becomes infeasible imagine we use an even sampling of points across the input space of a single-input function, choosing (for the sake of argument) $3$ points that are precisely a distance $d$ from one another  (this is illustrated in the left panel of the figure below). Imagine now that the input space of the function increases by one and that the range of each input is precisely that of the original single input function (as illustrated in the middle panel below).  We still aim to cover the space evenly and with enough samples such that each input we evaluate is once again a distance of $d$ from its closest neighbors.  However now in order to do this in two-dimensional space we need to sample $3^2 = 9$ input points.  Likewise if we increase the dimension of the input once again in the same fashion, in order to sample evenly across the input space so that each input is a maximum distance of $d$ from its neighbors we will need $3^3 = 27$ input points (as illustrated in the right panel below).  More generally - if we continue this thought experiment - for a general $N$ dimensional input we would need to sample $3^N$ number of points - a huge number even for moderate sized $N$.  This is an example of the so-called *curse of dimensionality* which - generally speaking - describes the exponential difficulty one encounters when trying to deal with functions of increasing input dimension."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 234
    },
    "id": "dcog30HmZUv6",
    "outputId": "28e1214a-f1bb-4e2c-fd8b-2f50fe528ac1"
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 4,
     "metadata": {
      "image/png": {
       "width": 800
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image(image_path_1, width=800)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "iTVSeY1ZZIod"
   },
   "source": [
    "<figure>\n",
    " <figcaption>   \n",
    "<strong>Figure 1:</strong> <em> The number of input points we must sample uniformly if we wish each to be a distance of $d$ from its neighbors grows exponentially as the input dimension of a function increases.  Here in the left panel we show a generic single dimensional input space, where $3$ points are required to evenly cover the input space in this way.  In the middle panel we can see that in $N=2$ dimensional space to get the same coverage we need $3^2 = 9$ points, and in the right panel in $N=3$ points we need $3^3 = 27$ points.  In general - in this prototypical example - we would need $3^N$ input points evenly spaced in order for each to be a distance of $d$ apart from one another.  This is an instance of the so-called *curse of dimensionality*.\n",
    "</em>  </figcaption> \n",
    "</figure>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "RsCIyKIfZIod"
   },
   "source": [
    "This issue is not ameliorated if we take samples randomly, as illustrated in the Figure below using the same hypothetical scenario.  To see why this is the case lets suppose now that - instead of fixing $d$ the distance of each input point sampled from its neighbors - we fix the the total number of randomly sample points to a fixed value.  In the figure below we use $10$ points, and look at how well they tend to distribute over an input space as we increase its dimension.  From left to right in the figure below we see one instance of how $10$ points can be randomly selected in $N = 1$, $N = 2$, and $N = 3$ dimensional space respectively.  Once again we are inhibited by the curse of dimensionality.  As we increase the dimension of the input space the average number of samples per unit hypercube drops exponentially (statistically speaking) and leaves more and more regions of the space without a single sample or corresponding evaluation.  So - for example - if a function's global minimum lies in one of these exponentially growing number empty spaces we will never have access to even the points nearby it.  In order to counteract this problem we would need to start sampling exponentially many points, leading to the same problem we encounter above with the uniform sampling scheme."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 256
    },
    "id": "W-RNLFYlZd1G",
    "outputId": "f4e007fa-1855-43a5-9dc9-d8107d995a00"
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 5,
     "metadata": {
      "image/png": {
       "width": 800
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image(image_path_2, width=800)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "neX26s4SZIod"
   },
   "source": [
    "<figure>\n",
    " <figcaption>   \n",
    "<strong>Figure 2:</strong> <em> Using a fixed number of random sample input points we quickly - as the input dimension increases - lose our ability to properly evaluate a function, with (statistically speaking) exponentially larger portions of the input space going un-tested.  Here we use the same hypothetical input spaces of dimensions $N=1$ (left panel), $N=2$ (middle panel), and $N=3$ (right panel) used in the previous Figure, only now instead of fixing the distance each input sample is from its neighbors we fix the number of points sampled across the different dimensions.  Now as we increase the dimension of the space an exponentially growing number of unit-hypercubes go completely barren, with no input being sampled from them.  To counter-act this issue we would need to sample exponentially more points (as a function of the input dimension) leading to precisely the same problem we have with the case of uniform sampling.\n",
    "</em>  </figcaption> \n",
    "</figure>"
   ]
  }
 ],
 "metadata": {
  "colab": {
   "include_colab_link": true,
   "provenance": []
  },
  "kernelspec": {
   "display_name": "venv",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.15"
  },
  "toc": {
   "colors": {
    "hover_highlight": "#DAA520",
    "navigate_num": "#000000",
    "navigate_text": "#333333",
    "running_highlight": "#FF0000",
    "selected_highlight": "#FFD700",
    "sidebar_border": "#EEEEEE",
    "wrapper_background": "#FFFFFF"
   },
   "moveMenuLeft": true,
   "nav_menu": {
    "height": "103px",
    "width": "252px"
   },
   "navigate_menu": true,
   "number_sections": false,
   "sideBar": true,
   "threshold": 4,
   "toc_cell": false,
   "toc_section_display": "block",
   "toc_window_display": false,
   "widenNotebook": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
